PrismML brings its tiny LLMs to Qualcomm-powered smart glasses

Original Source: TechCrunch AI
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Read time: 2 min read
•Published: September 24, 2026
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Source: TechCrunch AI

Executive Summary

AI startup PrismML has deployed a version of its tiny language model, Bonsai, to run locally on Qualcomm Snapdragon AR1 Gen 1 smart glasses. The 2-billion-parameter vision and language model shrinks larger AI models by 4x while maintaining benchmark performance, enabling real-time visual queries.

AI lab **PrismML**, founded by Caltech researchers and advised by UC Berkeley's Ion Stoica, has adapted its small language models to run directly on smart glasses powered by Qualcomm's **Snapdragon AR1 Gen 1 Platform**. Demonstrated at Qualcomm's **Snapdragon Summit**, PrismML showcased its **1-bit Bonsai LLM**, a 2-billion-parameter model fine-tuned for combined vision and language tasks. The on-device model allows wearers to analyze and ask questions about what they are looking at in real time. PrismML's core technology reduces model sizes substantially—up to 4x—while retaining almost all performance metrics on standard benchmark tests. The startup pitches its open-weight, on-device AI approach as a privacy-focused alternative to reliance on cloud-based proprietary AI services. However, no commercial smart glasses featuring the PrismML integration have been officially announced yet.
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